Leadership1 publisher2 min readPublished
Clio buys Learned Hand on a bet that judges will need AI of their own
Clio, last valued at $5 billion, has bought Learned Hand, a startup that builds AI tools for judges, on undisclosed terms. Jack Newton is betting that litigants without lawyers will push courts toward AI, and that the bench can lead Clio to Big Law.
The Board Room · Leadership desk
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What happened
- Pro se cases in federal court rose to 16.8% in 2025 from a long-term average of 11%, according to a paper by doctoral students at USC and MIT.
- Learned Hand lets judges upload filings, pull out key facts, trace each side's arguments to the record, and draft memos, orders and opinions with linked citations.
- Clio's team had recommended a venture investment in Learned Hand before recent hire Pablo Arredondo asked Newton whether the companies should think bigger.
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Why it matters
- exposure Owning a tool that drafts orders and opinions for judges puts Clio's name on court work product, so one bad citation would reflect on the court and the vendor at the same time.
- constraint Clio would supply both judges and the firms that argue before them. Court buyers will have reason to ask how those product lines and their data are kept apart before they sign.
- decision For firms comparing Clio with Harvey and Legora this quarter, the court route changes little until judges use Clio's software in numbers. The choice is still about tools for lawyers.
The board-deck version of this deal is a single chart. The federal pro se share moved from 11% to 16.8% [7]. That is a rise of 5.8 percentage points, or about half again the long-run level [1][2]. The chart is incomplete. It counts federal cases, while Newton's claim is about state trial court judges, who he said are already buried under heavy caseloads [6]. Business Insider puts the figure next to its report that more people are using chatbots to research the law and represent themselves [8], but the account does not say the paper measured chatbot use. For now, the chatbot half of the demand case rests on Newton's expectation that AI will add to the pressure [6].
The second half of the bet is about customers. If judges use Clio's tools and data, Newton said, the company would sit inside the infrastructure lawyers interact with every day [14]. He presents that as a way into large firms, where Harvey and Legora are raising large sums to grow quickly and have barely touched the courts [14][16]. "We are building judiciary-grade AI," he said. "There's no higher bar than the bar judges demand." [15]
Clio has built toward this position in steps. It began with back-office software for solo practitioners and small firms and has been moving into more parts of the legal system [17]. Last year it paid $1 billion for vLex, a challenger to LexisNexis and Westlaw, adding a large legal corpus to its platform [12]. It has since moved into document review and drafting [13]. Judges are the next group, and Business Insider describes them as users who shape how legal work gets done [18].
The deal started as a smaller commitment. Learned Hand had raised about $5 million, and Klapper was in talks for another round that included Clio's own venture arm [3][10]. The choice between a stake and ownership is a real trade-off. A stake would have given Clio a view of the court market for little money while Learned Hand kept raising from other backers. Buying it closes off that option and puts the whole court effort inside Clio, along with its product for drafting memos, orders and opinions [9].
This quarter's decision is ownership plus a leader from the bench. Bridget Mary McCormack, the former Michigan chief justice, was hired to help lead the expansion [11]. Next quarter's consequence is that Clio will be measured against the standard Newton set in his own words [15]. I'd expect court adoption to be counted in years, and the first evidence to watch is whether any court buys it at all.
What to watch
- Any disclosure of which state or federal courts use Learned Hand, and on what contract terms.
- Whether the USC and MIT paper, or later court data, ties the rise in pro se filings to chatbot use.
- How Clio separates its court products and data from the tools it sells to law firms, and whether court buyers make that a condition.